STEMM Institute Press
Science, Technology, Engineering, Management and Medicine
Exploring the Application of Factor Analysis in Portfolio Optimization
DOI: https://doi.org/10.62517/jbm.202409503
Author(s)
Qingyang Li*, Yilin Wang, Zijin Huang, Qihong Xie
Affiliation(s)
School of Mathematical Physics, Xi 'an Jiaotong-Liverpool University, Suzhou, Jiangsu, China *Corresponding Author
Abstract
This paper reviews the application of factor analysis to portfolio optimization. First, we define the objective of portfolio optimization and provide an overview of traditional optimization methods, including mean-variance optimization and capital asset pricing models. We then discuss the challenges of portfolio optimization, including factors such as market changes, asset correlation changes, and market frictions. We then delve into the basic concepts and principles of factor analysis and its application in finance. We analyze the role of factor analysis in portfolio optimization, including the importance of factor selection, implementation steps, and the advantages and limitations of the method. Through literature review and case studies, this paper summarizes the empirical research results of factor analysis in portfolio optimization and makes suggestions for future research directions. Finally, we emphasize the potential of the factor analysis approach in improving the efficiency and accuracy of investment decisions, and point out the challenges that need to be overcome in its practical application.
Keywords
Portfolio Optimization; Factor Analysis; Risk Management; Asset Allocation
References
[1] Li Tongqing, Teng Chong, Wang Fuguo, et al. Research on investment value of electric power enterprises based on factor analysis [J]. Journal of Northeast Power University, 2022, 42 (04): 88-94. [2] Dong Hanyuan. Evaluation and analysis of investment environment in Northwest China based on factor analysis [J]. Journal of Economic Research, 2022, (18): 94-96. [3] He Shengnan. Investment value analysis of listed companies in logistics industry based on factor analysis [J]. Logistics Engineering and Management, 2022, 44 (03): 164-166. [4]MAO Yinghao. Research on nonlinear planning stock portfolio based on factor analysis and fuzzy optimization [D]. Beijing Jiaotong University, 2021. [5] LI Xuejing,HOU Haigui. Application of factor analysis in A-share stock investment of home appliance industry [J]. Fujian Finance, 2021, (04): 65-70. [6] Zhang Ye,Zhao Han. Evaluation of investment value of biopharmaceutical listed companies based on factor analysis [J]. Journal of Xiamen Institute of Technology, 2020, 28 (06): 45-50. [7] Wen Shibo. Dynamic evaluation of investment environment in ChangZhuTan city cluster based on factor analysis [J]. Business and Exhibition Economy, 2020, (08): 111-113. [8] WANG Suqin, SHAO Zhanqiang. Measurement of investment facilitation level of provinces in China based on factor analysis [J]. Journal of North China University of Water Resources and Hydropower (Social Science Edition), 2020, 36 (01): 1-6. [9] Zhan Yu. Research on investment portfolio based on two-factor model [D]. Guizhou University, 2019. [10] Song P. High-dimensional covariance matrix estimation and its portfolio application [D]. Central University of Finance and Economics, 2019.
Copyright @ 2020-2035 STEMM Institute Press All Rights Reserved